Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 3189 |
| Missing cells | 5051 |
| Missing cells (%) | 9.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 423.7 KiB |
| Average record size in memory | 136.0 B |
Variable types
| NUM | 14 |
|---|---|
| CAT | 2 |
| BOOL | 1 |
TempDist has 2506 (78.6%) missing values | Missing |
SpatDist has 2545 (79.8%) missing values | Missing |
Duration is highly skewed (γ1 = 31.7890797) | Skewed |
df_index has unique values | Unique |
AnzGesperrtFs has 985 (30.9%) zeros | Zeros |
Length has 906 (28.4%) zeros | Zeros |
Duration has 502 (15.7%) zeros | Zeros |
Reproduction
| Analysis started | 2020-11-16 11:26:56.305657 |
|---|---|
| Analysis finished | 2020-11-16 11:28:09.761997 |
| Duration | 1 minute and 13.46 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 3189 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1624.501411 |
|---|---|
| Minimum | 0 |
| Maximum | 3240 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 24.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 159.4 |
| Q1 | 797 |
| median | 1625 |
| Q3 | 2443 |
| 95-th percentile | 3080.6 |
| Maximum | 3240 |
| Range | 3240 |
| Interquartile range (IQR) | 1646 |
Descriptive statistics
| Standard deviation | 941.9931113 |
|---|---|
| Coefficient of variation (CV) | 0.5798659853 |
| Kurtosis | -1.219541929 |
| Mean | 1624.501411 |
| Median Absolute Deviation (MAD) | 823 |
| Skewness | -0.0127672861 |
| Sum | 5180535 |
| Variance | 887351.0217 |
| Monotocity | Strictly increasing |
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 2596 | 1 | < 0.1% | |
| 2592 | 1 | < 0.1% | |
| 541 | 1 | < 0.1% | |
| 2588 | 1 | < 0.1% | |
| 537 | 1 | < 0.1% | |
| 2584 | 1 | < 0.1% | |
| 533 | 1 | < 0.1% | |
| 2580 | 1 | < 0.1% | |
| 529 | 1 | < 0.1% | |
| Other values (3179) | 3179 | 99.7% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3240 | 1 | < 0.1% | |
| 3239 | 1 | < 0.1% | |
| 3238 | 1 | < 0.1% | |
| 3237 | 1 | < 0.1% | |
| 3236 | 1 | < 0.1% |
TempMax
Real number (ℝ≥0)
| Distinct | 204 |
|---|---|
| Distinct (%) | 6.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 178.1185325 |
|---|---|
| Minimum | 9 |
| Maximum | 1326 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 24.9 KiB |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 42 |
| median | 108 |
| Q3 | 210 |
| 95-th percentile | 593.4 |
| Maximum | 1326 |
| Range | 1317 |
| Interquartile range (IQR) | 168 |
Descriptive statistics
| Standard deviation | 214.2716671 |
|---|---|
| Coefficient of variation (CV) | 1.202972336 |
| Kurtosis | 9.418214239 |
| Mean | 178.1185325 |
| Median Absolute Deviation (MAD) | 78 |
| Skewness | 2.732664261 |
| Sum | 568020 |
| Variance | 45912.3473 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 15 | 155 | 4.9% | |
| 36 | 115 | 3.6% | |
| 21 | 83 | 2.6% | |
| 189 | 79 | 2.5% | |
| 24 | 73 | 2.3% | |
| 18 | 68 | 2.1% | |
| 60 | 62 | 1.9% | |
| 48 | 60 | 1.9% | |
| 30 | 54 | 1.7% | |
| 57 | 50 | 1.6% | |
| Other values (194) | 2390 | 74.9% |
| Value | Count | Frequency (%) | |
| 9 | 43 | 1.3% | |
| 12 | 42 | 1.3% | |
| 15 | 155 | 4.9% | |
| 18 | 68 | 2.1% | |
| 21 | 83 | 2.6% |
| Value | Count | Frequency (%) | |
| 1326 | 7 | 0.2% | |
| 1323 | 23 | 0.7% | |
| 1320 | 2 | 0.1% | |
| 1194 | 1 | < 0.1% | |
| 1116 | 12 | 0.4% |
TempAvg
Real number (ℝ≥0)
| Distinct | 257 |
|---|---|
| Distinct (%) | 8.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.47977422 |
|---|---|
| Minimum | 3 |
| Maximum | 1326 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 24.9 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 20 |
| median | 46 |
| Q3 | 104 |
| 95-th percentile | 269 |
| Maximum | 1326 |
| Range | 1323 |
| Interquartile range (IQR) | 84 |
Descriptive statistics
| Standard deviation | 105.7537384 |
|---|---|
| Coefficient of variation (CV) | 1.282177835 |
| Kurtosis | 28.15541141 |
| Mean | 82.47977422 |
| Median Absolute Deviation (MAD) | 31 |
| Skewness | 4.022126244 |
| Sum | 263028 |
| Variance | 11183.85318 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 15 | 155 | 4.9% | |
| 162 | 69 | 2.2% | |
| 31 | 68 | 2.1% | |
| 18 | 61 | 1.9% | |
| 17 | 58 | 1.8% | |
| 30 | 58 | 1.8% | |
| 9 | 54 | 1.7% | |
| 12 | 54 | 1.7% | |
| 21 | 50 | 1.6% | |
| 6 | 49 | 1.5% | |
| Other values (247) | 2513 | 78.8% |
| Value | Count | Frequency (%) | |
| 3 | 3 | 0.1% | |
| 4 | 4 | 0.1% | |
| 5 | 24 | 0.8% | |
| 6 | 49 | 1.5% | |
| 7 | 45 | 1.4% |
| Value | Count | Frequency (%) | |
| 1326 | 3 | 0.1% | |
| 966 | 2 | 0.1% | |
| 955 | 1 | < 0.1% | |
| 858 | 2 | 0.1% | |
| 793 | 1 | < 0.1% |
SpatMax
Real number (ℝ≥0)
| Distinct | 1229 |
|---|---|
| Distinct (%) | 38.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8779.682346 |
|---|---|
| Minimum | 699 |
| Maximum | 49765 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 24.9 KiB |
Quantile statistics
| Minimum | 699 |
|---|---|
| 5-th percentile | 1507 |
| Q1 | 2831 |
| median | 5301 |
| Q3 | 11685 |
| 95-th percentile | 27871.4 |
| Maximum | 49765 |
| Range | 49066 |
| Interquartile range (IQR) | 8854 |
Descriptive statistics
| Standard deviation | 8830.208732 |
|---|---|
| Coefficient of variation (CV) | 1.005754922 |
| Kurtosis | 4.014730331 |
| Mean | 8779.682346 |
| Median Absolute Deviation (MAD) | 3113 |
| Skewness | 1.94738862 |
| Sum | 27998407 |
| Variance | 77972586.26 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2831 | 113 | 3.5% | |
| 1926 | 64 | 2.0% | |
| 1014 | 39 | 1.2% | |
| 2908 | 34 | 1.1% | |
| 2475 | 26 | 0.8% | |
| 8459 | 25 | 0.8% | |
| 3306 | 24 | 0.8% | |
| 9045 | 19 | 0.6% | |
| 2226 | 19 | 0.6% | |
| 1903 | 17 | 0.5% | |
| Other values (1219) | 2809 | 88.1% |
| Value | Count | Frequency (%) | |
| 699 | 1 | < 0.1% | |
| 902 | 1 | < 0.1% | |
| 951 | 1 | < 0.1% | |
| 965 | 1 | < 0.1% | |
| 991 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 49765 | 3 | 0.1% | |
| 48987 | 1 | < 0.1% | |
| 47607 | 6 | 0.2% | |
| 47196 | 3 | 0.1% | |
| 44751 | 1 | < 0.1% |
SpatAvg
Real number (ℝ≥0)
| Distinct | 1320 |
|---|---|
| Distinct (%) | 41.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3198.162747 |
|---|---|
| Minimum | 284 |
| Maximum | 15602 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 24.9 KiB |
Quantile statistics
| Minimum | 284 |
|---|---|
| 5-th percentile | 857.4 |
| Q1 | 1536 |
| median | 2231 |
| Q3 | 3794 |
| 95-th percentile | 9064 |
| Maximum | 15602 |
| Range | 15318 |
| Interquartile range (IQR) | 2258 |
Descriptive statistics
| Standard deviation | 2693.584741 |
|---|---|
| Coefficient of variation (CV) | 0.8422287902 |
| Kurtosis | 4.505029754 |
| Mean | 3198.162747 |
| Median Absolute Deviation (MAD) | 948 |
| Skewness | 2.064476875 |
| Sum | 10198941 |
| Variance | 7255398.758 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1536 | 113 | 3.5% | |
| 1575 | 64 | 2.0% | |
| 809 | 39 | 1.2% | |
| 2691 | 24 | 0.8% | |
| 1276 | 23 | 0.7% | |
| 1683 | 20 | 0.6% | |
| 1272 | 19 | 0.6% | |
| 2469 | 19 | 0.6% | |
| 4430 | 14 | 0.4% | |
| 12363 | 13 | 0.4% | |
| Other values (1310) | 2841 | 89.1% |
| Value | Count | Frequency (%) | |
| 284 | 2 | 0.1% | |
| 305 | 3 | 0.1% | |
| 355 | 1 | < 0.1% | |
| 404 | 1 | < 0.1% | |
| 419 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 15602 | 4 | 0.1% | |
| 15590 | 4 | 0.1% | |
| 15054 | 4 | 0.1% | |
| 14785 | 3 | 0.1% | |
| 14776 | 3 | 0.1% |
| Distinct | 24 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 2506 |
| Missing (%) | 78.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.97510981 |
|---|---|
| Minimum | 1 |
| Maximum | 24 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 24.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7 |
| median | 12 |
| Q3 | 18 |
| 95-th percentile | 22.9 |
| Maximum | 24 |
| Range | 23 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 6.592070335 |
|---|---|
| Coefficient of variation (CV) | 0.5504809926 |
| Kurtosis | -1.11501919 |
| Mean | 11.97510981 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.1044793866 |
| Sum | 8179 |
| Variance | 43.4553913 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 7 | 40 | 1.3% | |
| 3 | 39 | 1.2% | |
| 14 | 39 | 1.2% | |
| 9 | 36 | 1.1% | |
| 6 | 35 | 1.1% | |
| 10 | 35 | 1.1% | |
| 8 | 32 | 1.0% | |
| 18 | 31 | 1.0% | |
| 12 | 31 | 1.0% | |
| 15 | 30 | 0.9% | |
| Other values (14) | 335 | 10.5% | |
| (Missing) | 2506 | 78.6% |
| Value | Count | Frequency (%) | |
| 1 | 21 | 0.7% | |
| 2 | 29 | 0.9% | |
| 3 | 39 | 1.2% | |
| 4 | 22 | 0.7% | |
| 5 | 22 | 0.7% |
| Value | Count | Frequency (%) | |
| 24 | 22 | 0.7% | |
| 23 | 13 | 0.4% | |
| 22 | 29 | 0.9% | |
| 21 | 27 | 0.8% | |
| 20 | 24 | 0.8% |
| Distinct | 431 |
|---|---|
| Distinct (%) | 66.9% |
| Missing | 2545 |
| Missing (%) | 79.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 776.6568323 |
|---|---|
| Minimum | 1 |
| Maximum | 1988 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 24.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 33.15 |
| Q1 | 229 |
| median | 592.5 |
| Q3 | 1275 |
| 95-th percentile | 1899.25 |
| Maximum | 1988 |
| Range | 1987 |
| Interquartile range (IQR) | 1046 |
Descriptive statistics
| Standard deviation | 594.9892705 |
|---|---|
| Coefficient of variation (CV) | 0.7660903062 |
| Kurtosis | -0.9959372186 |
| Mean | 776.6568323 |
| Median Absolute Deviation (MAD) | 458 |
| Skewness | 0.4592430553 |
| Sum | 500167 |
| Variance | 354012.232 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 576 | 43 | 1.3% | |
| 92 | 38 | 1.2% | |
| 1025 | 23 | 0.7% | |
| 1985 | 7 | 0.2% | |
| 431 | 6 | 0.2% | |
| 1 | 5 | 0.2% | |
| 120 | 4 | 0.1% | |
| 1986 | 4 | 0.1% | |
| 146 | 3 | 0.1% | |
| 2 | 3 | 0.1% | |
| Other values (421) | 508 | 15.9% | |
| (Missing) | 2545 | 79.8% |
| Value | Count | Frequency (%) | |
| 1 | 5 | 0.2% | |
| 2 | 3 | 0.1% | |
| 3 | 2 | 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 1988 | 1 | < 0.1% | |
| 1986 | 4 | 0.1% | |
| 1985 | 7 | 0.2% | |
| 1983 | 3 | 0.1% | |
| 1982 | 1 | < 0.1% |
Coverage
Real number (ℝ≥0)
| Distinct | 94 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.87707745 |
|---|---|
| Minimum | 4 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 24.9 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 27 |
| median | 44 |
| Q3 | 62 |
| 95-th percentile | 85 |
| Maximum | 100 |
| Range | 96 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 22.78115715 |
|---|---|
| Coefficient of variation (CV) | 0.4965694943 |
| Kurtosis | -0.627902147 |
| Mean | 45.87707745 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.4239469838 |
| Sum | 146302 |
| Variance | 518.9811212 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 48 | 152 | 4.8% | |
| 35 | 87 | 2.7% | |
| 27 | 83 | 2.6% | |
| 85 | 80 | 2.5% | |
| 100 | 69 | 2.2% | |
| 32 | 67 | 2.1% | |
| 64 | 63 | 2.0% | |
| 47 | 62 | 1.9% | |
| 34 | 58 | 1.8% | |
| 79 | 58 | 1.8% | |
| Other values (84) | 2410 | 75.6% |
| Value | Count | Frequency (%) | |
| 4 | 3 | 0.1% | |
| 6 | 12 | 0.4% | |
| 7 | 16 | 0.5% | |
| 8 | 11 | 0.3% | |
| 9 | 16 | 0.5% |
| Value | Count | Frequency (%) | |
| 100 | 69 | 2.2% | |
| 99 | 1 | < 0.1% | |
| 97 | 4 | 0.1% | |
| 95 | 7 | 0.2% | |
| 94 | 9 | 0.3% |
TLCar
Real number (ℝ≥0)
| Distinct | 770 |
|---|---|
| Distinct (%) | 24.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1503.711822 |
|---|---|
| Minimum | 1000 |
| Maximum | 1999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 24.9 KiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 1048 |
| Q1 | 1274 |
| median | 1523 |
| Q3 | 1751 |
| 95-th percentile | 1938 |
| Maximum | 1999 |
| Range | 999 |
| Interquartile range (IQR) | 477 |
Descriptive statistics
| Standard deviation | 283.685895 |
|---|---|
| Coefficient of variation (CV) | 0.188657089 |
| Kurtosis | -1.168550157 |
| Mean | 1503.711822 |
| Median Absolute Deviation (MAD) | 237 |
| Skewness | -0.06694199848 |
| Sum | 4795337 |
| Variance | 80477.687 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1555 | 109 | 3.4% | |
| 1297 | 65 | 2.0% | |
| 1286 | 39 | 1.2% | |
| 1152 | 28 | 0.9% | |
| 1518 | 25 | 0.8% | |
| 1015 | 20 | 0.6% | |
| 1667 | 20 | 0.6% | |
| 1788 | 20 | 0.6% | |
| 1887 | 18 | 0.6% | |
| 1659 | 17 | 0.5% | |
| Other values (760) | 2828 | 88.7% |
| Value | Count | Frequency (%) | |
| 1000 | 3 | 0.1% | |
| 1001 | 10 | 0.3% | |
| 1003 | 5 | 0.2% | |
| 1004 | 3 | 0.1% | |
| 1005 | 5 | 0.2% |
| Value | Count | Frequency (%) | |
| 1999 | 2 | 0.1% | |
| 1997 | 4 | 0.1% | |
| 1996 | 6 | 0.2% | |
| 1995 | 7 | 0.2% | |
| 1994 | 1 | < 0.1% |
TLHGV
Real number (ℝ≥0)
| Distinct | 475 |
|---|---|
| Distinct (%) | 14.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 732.6688617 |
|---|---|
| Minimum | 500 |
| Maximum | 999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 24.9 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 513 |
| Q1 | 612 |
| median | 736 |
| Q3 | 848 |
| 95-th percentile | 970 |
| Maximum | 999 |
| Range | 499 |
| Interquartile range (IQR) | 236 |
Descriptive statistics
| Standard deviation | 144.2077569 |
|---|---|
| Coefficient of variation (CV) | 0.1968252841 |
| Kurtosis | -1.120456757 |
| Mean | 732.6688617 |
| Median Absolute Deviation (MAD) | 122 |
| Skewness | 0.122928795 |
| Sum | 2336481 |
| Variance | 20795.87714 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 787 | 123 | 3.9% | |
| 505 | 68 | 2.1% | |
| 612 | 45 | 1.4% | |
| 737 | 35 | 1.1% | |
| 738 | 35 | 1.1% | |
| 513 | 31 | 1.0% | |
| 987 | 22 | 0.7% | |
| 676 | 21 | 0.7% | |
| 997 | 21 | 0.7% | |
| 671 | 20 | 0.6% | |
| Other values (465) | 2768 | 86.8% |
| Value | Count | Frequency (%) | |
| 500 | 9 | 0.3% | |
| 501 | 6 | 0.2% | |
| 502 | 10 | 0.3% | |
| 503 | 2 | 0.1% | |
| 504 | 4 | 0.1% |
| Value | Count | Frequency (%) | |
| 999 | 6 | 0.2% | |
| 998 | 2 | 0.1% | |
| 997 | 21 | 0.7% | |
| 996 | 7 | 0.2% | |
| 995 | 6 | 0.2% |
Strasse
Categorical
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 24.9 KiB |
| A 3 | |
|---|---|
| A 9 | |
| A 99 | |
| A 7 | |
| A 96 | |
| Other values (12) |
| Value | Count | Frequency (%) | |
| A 3 | 1023 | 32.1% | |
| A 9 | 656 | 20.6% | |
| A 99 | 312 | 9.8% | |
| A 7 | 302 | 9.5% | |
| A 96 | 230 | 7.2% | |
| A 6 | 198 | 6.2% | |
| A 93 | 160 | 5.0% | |
| A 73 | 86 | 2.7% | |
| A 92 | 82 | 2.6% | |
| A 94 | 56 | 1.8% | |
| Other values (7) | 84 | 2.6% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.322044528 |
| Min length | 3 |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6829727187 |
|---|---|
| Minimum | -1 |
| Maximum | 3 |
| Zeros | 985 |
| Zeros (%) | 30.9% |
| Memory size | 24.9 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 3 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.4890537744 |
|---|---|
| Coefficient of variation (CV) | 0.7160663392 |
| Kurtosis | -0.341439851 |
| Mean | 0.6829727187 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.7840930861 |
| Sum | 2178 |
| Variance | 0.2391735943 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 2172 | 68.1% | |
| 0 | 985 | 30.9% | |
| -1 | 20 | 0.6% | |
| 2 | 10 | 0.3% | |
| 3 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| -1 | 20 | 0.6% | |
| 0 | 985 | 30.9% | |
| 1 | 2172 | 68.1% | |
| 2 | 10 | 0.3% | |
| 3 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 3 | 2 | 0.1% | |
| 2 | 10 | 0.3% | |
| 1 | 2172 | 68.1% | |
| 0 | 985 | 30.9% | |
| -1 | 20 | 0.6% |
Einzug
Real number (ℝ≥0)
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.556287237 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 24.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 1.64140536 |
|---|---|
| Coefficient of variation (CV) | 0.6421052126 |
| Kurtosis | -1.269839513 |
| Mean | 2.556287237 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.6763175565 |
| Sum | 8152 |
| Variance | 2.694211556 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2 | 1160 | 36.4% | |
| 1 | 1071 | 33.6% | |
| 5 | 943 | 29.6% | |
| 3 | 14 | 0.4% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 1071 | 33.6% | |
| 2 | 1160 | 36.4% | |
| 3 | 14 | 0.4% | |
| 4 | 1 | < 0.1% | |
| 5 | 943 | 29.6% |
| Value | Count | Frequency (%) | |
| 5 | 943 | 29.6% | |
| 4 | 1 | < 0.1% | |
| 3 | 14 | 0.4% | |
| 2 | 1160 | 36.4% | |
| 1 | 1071 | 33.6% |
Richtung
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 24.9 KiB |
| 1 | |
|---|---|
| 0 | 68 |
| Value | Count | Frequency (%) | |
| 1 | 3121 | 97.9% | |
| 0 | 68 | 2.1% |
| Distinct | 1406 |
|---|---|
| Distinct (%) | 44.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 944.3270618 |
|---|---|
| Minimum | 0 |
| Maximum | 24500 |
| Zeros | 906 |
| Zeros (%) | 28.4% |
| Memory size | 24.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 299 |
| Q3 | 1235 |
| 95-th percentile | 3896.4 |
| Maximum | 24500 |
| Range | 24500 |
| Interquartile range (IQR) | 1235 |
Descriptive statistics
| Standard deviation | 1680.502881 |
|---|---|
| Coefficient of variation (CV) | 1.779577171 |
| Kurtosis | 34.70304946 |
| Mean | 944.3270618 |
| Median Absolute Deviation (MAD) | 299 |
| Skewness | 4.529227434 |
| Sum | 3011459 |
| Variance | 2824089.935 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 906 | 28.4% | |
| 100 | 19 | 0.6% | |
| 200 | 13 | 0.4% | |
| 150 | 11 | 0.3% | |
| 300 | 10 | 0.3% | |
| 65 | 9 | 0.3% | |
| 505 | 9 | 0.3% | |
| 66 | 8 | 0.3% | |
| 50 | 8 | 0.3% | |
| 52 | 8 | 0.3% | |
| Other values (1396) | 2188 | 68.6% |
| Value | Count | Frequency (%) | |
| 0 | 906 | 28.4% | |
| 8 | 1 | < 0.1% | |
| 10 | 1 | < 0.1% | |
| 26 | 2 | 0.1% | |
| 27 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 24500 | 1 | < 0.1% | |
| 21032 | 1 | < 0.1% | |
| 17430 | 1 | < 0.1% | |
| 16820 | 1 | < 0.1% | |
| 14185 | 1 | < 0.1% |
| Distinct | 505 |
|---|---|
| Distinct (%) | 15.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 323.5484478 |
|---|---|
| Minimum | 0 |
| Maximum | 187650 |
| Zeros | 502 |
| Zeros (%) | 15.7% |
| Memory size | 24.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4 |
| median | 27 |
| Q3 | 93 |
| 95-th percentile | 535 |
| Maximum | 187650 |
| Range | 187650 |
| Interquartile range (IQR) | 89 |
Descriptive statistics
| Standard deviation | 4542.480857 |
|---|---|
| Coefficient of variation (CV) | 14.03956931 |
| Kurtosis | 1156.41457 |
| Mean | 323.5484478 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 31.7890797 |
| Sum | 1031796 |
| Variance | 20634132.34 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 502 | 15.7% | |
| 1 | 114 | 3.6% | |
| 4 | 92 | 2.9% | |
| 3 | 86 | 2.7% | |
| 2 | 83 | 2.6% | |
| 5 | 55 | 1.7% | |
| 7 | 53 | 1.7% | |
| 9 | 47 | 1.5% | |
| 12 | 41 | 1.3% | |
| 14 | 39 | 1.2% | |
| Other values (495) | 2077 | 65.1% |
| Value | Count | Frequency (%) | |
| 0 | 502 | 15.7% | |
| 1 | 114 | 3.6% | |
| 2 | 83 | 2.6% | |
| 3 | 86 | 2.7% | |
| 4 | 92 | 2.9% |
| Value | Count | Frequency (%) | |
| 187650 | 1 | < 0.1% | |
| 132060 | 1 | < 0.1% | |
| 75330 | 1 | < 0.1% | |
| 39180 | 1 | < 0.1% | |
| 32130 | 2 | 0.1% |
Month
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 24.9 KiB |
| Jul | |
|---|---|
| Sep | |
| Oct | |
| Dec | |
| Aug | |
| Other values (7) |
| Value | Count | Frequency (%) | |
| Jul | 529 | 16.6% | |
| Sep | 370 | 11.6% | |
| Oct | 307 | 9.6% | |
| Dec | 278 | 8.7% | |
| Aug | 273 | 8.6% | |
| Apr | 271 | 8.5% | |
| May | 268 | 8.4% | |
| Mar | 216 | 6.8% | |
| Nov | 213 | 6.7% | |
| Jun | 186 | 5.8% | |
| Other values (2) | 278 | 8.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | TempMax | TempAvg | SpatMax | SpatAvg | TempDist | SpatDist | Coverage | TLCar | TLHGV | Strasse | AnzGesperrtFs | Einzug | Richtung | Length | Duration | Month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 69 | 30 | 15183 | 3134 | NaN | NaN | 18 | 1966 | 954 | A 9 | 1 | 2 | 1 | 0 | 18 | Jan |
| 1 | 1 | 69 | 30 | 15183 | 3134 | NaN | NaN | 18 | 1966 | 954 | A 9 | 1 | 1 | 1 | 13772 | 47 | Jan |
| 2 | 2 | 69 | 30 | 15183 | 3134 | NaN | NaN | 18 | 1966 | 954 | A 9 | 0 | 5 | 1 | 636 | 1 | Jan |
| 3 | 3 | 33 | 6 | 5301 | 1317 | NaN | NaN | 17 | 1131 | 856 | A 9 | 1 | 2 | 1 | 41 | 0 | Jan |
| 4 | 4 | 33 | 6 | 5301 | 1317 | NaN | NaN | 17 | 1131 | 856 | A 9 | 0 | 5 | 1 | 2603 | 45 | Jan |
| 5 | 5 | 33 | 6 | 5301 | 1317 | NaN | NaN | 17 | 1131 | 856 | A 9 | 0 | 5 | 1 | 258 | 8 | Jan |
| 6 | 6 | 174 | 156 | 15432 | 13788 | NaN | NaN | 88 | 1388 | 591 | A 7 | 1 | 1 | 1 | 1322 | 143 | Jan |
| 7 | 7 | 57 | 23 | 2210 | 1205 | NaN | NaN | 51 | 1143 | 580 | A 70 | 1 | 2 | 1 | 3246 | 407 | Jan |
| 8 | 8 | 57 | 23 | 2210 | 1205 | 18.0 | 1253.0 | 51 | 1143 | 580 | A 70 | 1 | 2 | 1 | 505 | 3 | Jan |
| 9 | 9 | 249 | 252 | 10225 | 10425 | NaN | 258.0 | 100 | 1508 | 981 | A 71 | 1 | 1 | 1 | 1005 | 199 | Jan |
Last rows
| df_index | TempMax | TempAvg | SpatMax | SpatAvg | TempDist | SpatDist | Coverage | TLCar | TLHGV | Strasse | AnzGesperrtFs | Einzug | Richtung | Length | Duration | Month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3179 | 3231 | 75 | 35 | 6554 | 2934 | 13.0 | 1341.0 | 43 | 1853 | 799 | A 3 | 1 | 1 | 1 | 1028 | 22 | Dec |
| 3180 | 3232 | 75 | 35 | 6554 | 2934 | NaN | 702.0 | 43 | 1853 | 799 | A 3 | 0 | 5 | 1 | 639 | 20 | Dec |
| 3181 | 3233 | 81 | 61 | 2698 | 2360 | NaN | NaN | 86 | 1305 | 511 | A 7 | 1 | 1 | 1 | 585 | 60 | Dec |
| 3182 | 3234 | 81 | 61 | 2698 | 2360 | NaN | NaN | 86 | 1305 | 511 | A 7 | 0 | 5 | 1 | 851 | 1 | Dec |
| 3183 | 3235 | 81 | 61 | 2698 | 2360 | NaN | NaN | 86 | 1305 | 511 | A 7 | -1 | 1 | 1 | 300 | 75 | Dec |
| 3184 | 3236 | 60 | 17 | 12219 | 4654 | NaN | NaN | 37 | 1671 | 871 | A 9 | 0 | 5 | 1 | 116 | 11 | Dec |
| 3185 | 3237 | 60 | 17 | 12219 | 4654 | NaN | NaN | 37 | 1671 | 871 | A 9 | 1 | 2 | 1 | 305 | 4 | Dec |
| 3186 | 3238 | 60 | 17 | 12219 | 4654 | NaN | NaN | 37 | 1671 | 871 | A 9 | 0 | 5 | 1 | 129 | 1 | Dec |
| 3187 | 3239 | 60 | 38 | 951 | 490 | 8.0 | NaN | 42 | 1862 | 595 | A 96 | 0 | 5 | 0 | 52 | 25 | Dec |
| 3188 | 3240 | 39 | 21 | 2218 | 967 | NaN | NaN | 42 | 1003 | 565 | A 73 | 1 | 2 | 1 | 1518 | 39 | Dec |